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Memory-R1: Enhancing Large Language Model Agents to Manage and Utilize Memories via Reinforcement Learning
27 August 2025
Sikuan Yan
Xiufeng Yang
Zuchao Huang
Ercong Nie
Zifeng Ding
Zonggen Li
Xiaowen Ma
Hinrich Schutze
Volker Tresp
Yunpu Ma
Volker Tresp
Yunpu Ma
Yunpu Ma
LLMAG
KELM
Re-assign community
ArXiv (abs)
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HuggingFace (3 upvotes)
Github (1246★)
Papers citing
"Memory-R1: Enhancing Large Language Model Agents to Manage and Utilize Memories via Reinforcement Learning"
18 / 18 papers shown
Evo-Memory: Benchmarking LLM Agent Test-time Learning with Self-Evolving Memory
Tianxin Wei
Noveen Sachdeva
Benjamin Coleman
Zhankui He
Yuanchen Bei
...
C. Wang
Shuo Chen
Fernando Pereira
Wang-Cheng Kang
D. Cheng
LLMAG
216
8
0
25 Nov 2025
Agent0: Unleashing Self-Evolving Agents from Zero Data via Tool-Integrated Reasoning
Peng Xia
K. Zeng
Jiaqi Liu
Can Qin
Fang Wu
Yiyang Zhou
Caiming Xiong
Huaxiu Yao
LLMAG
LM&Ro
SyDa
729
3
0
20 Nov 2025
Goal-Directed Search Outperforms Goal-Agnostic Memory Compression in Long-Context Memory Tasks
Yicong Zheng
Kevin L. McKee
Thomas Miconi
Zacharie Bugaud
Mick van Gelderen
Jed McCaleb
RALM
69
1
0
20 Nov 2025
IterResearch: Rethinking Long-Horizon Agents via Markovian State Reconstruction
Guoxin Chen
Zile Qiao
Xuanzhong Chen
Donglei Yu
Haotian Xu
...
Minpeng Liao
Yong Jiang
Pengjun Xie
Fei Huang
Jingren Zhou
336
3
0
10 Nov 2025
Empowering Real-World: A Survey on the Technology, Practice, and Evaluation of LLM-driven Industry Agents
Yihong Tang
Kehai Chen
Liang Yue
Jinxin Fan
Caishen Zhou
...
Kaiyang Guo
Xingshan Zeng
Wenjing Cun
L. Shang
Min Zhang
LLMAG
158
0
0
20 Oct 2025
Prompt-MII: Meta-Learning Instruction Induction for LLMs
Emily Xiao
Yixiao Zeng
Ada Chen
Chin-Jou Li
Amanda Bertsch
Graham Neubig
LRM
225
1
0
19 Oct 2025
EvolveR: Self-Evolving LLM Agents through an Experience-Driven Lifecycle
Rong Wu
Xiaoman Wang
Jianbiao Mei
Pinlong Cai
Daocheng Fu
...
Licheng Wen
Xuemeng Yang
Yufan Shen
Yuxin Wang
Botian Shi
112
3
0
17 Oct 2025
Reinforcement Learning for Tool-Integrated Interleaved Thinking towards Cross-Domain Generalization
Zhengyu Chen
Jinluan Yang
Teng Xiao
Ruochen Zhou
L. Zhang
Xiangyu Xi
X. Shi
Wei Wang
Jinggang Wang
LRM
130
1
0
13 Oct 2025
A Survey on Agentic Multimodal Large Language Models
Huanjin Yao
Ruifei Zhang
Jiaxing Huang
Jingyi Zhang
Yibo Wang
...
Ruolin Zhu
Yongcheng Jing
Shunyu Liu
Guanbin Li
Dacheng Tao
LM&Ro
AIFin
AI4TS
LRM
AI4CE
250
5
0
13 Oct 2025
Large Language Models Meet Virtual Cell: A Survey
Krinos Li
Xianglu Xiao
Shenglong Deng
Lucas He
Zijun Zhong
Yuanjie Zou
Zhonghao Zhan
Zheng Hui
Weiye Bao
Guang Yang
AI4TS
116
1
0
09 Oct 2025
Scaling LLM Multi-turn RL with End-to-end Summarization-based Context Management
Miao Lu
Weiwei Sun
Weihua Du
Zhan Ling
Xuesong Yao
Kang Liu
Jiecao Chen
OffRL
LLMAG
241
6
0
08 Oct 2025
Mnemosyne: An Unsupervised, Human-Inspired Long-Term Memory Architecture for Edge-Based LLMs
Aneesh Jonelagadda
Christina Hahn
Haoze Zheng
Salvatore Penachio
RALM
129
0
0
07 Oct 2025
Doctor-R1: Mastering Clinical Inquiry with Experiential Agentic Reinforcement Learning
Yunghwei Lai
Kaiming Liu
Ziyue Wang
Weizhi Ma
Yang Liu
LM&MA
152
1
0
05 Oct 2025
Mem-α: Learning Memory Construction via Reinforcement Learning
Yu Wang
Ryuichi Takanobu
Zhiqi Liang
Yuzhen Mao
Yuanzhe Hu
Julian McAuley
X. Wu
LLMAG
RALM
KELM
126
0
0
30 Sep 2025
Look Back to Reason Forward: Revisitable Memory for Long-Context LLM Agents
Yaorui Shi
Yuxin Chen
Siyuan Wang
Sihang Li
Hengxing Cai
Qi Gu
Xiang-Bin Wang
An Zhang
LLMAG
KELM
RALM
OffRL
CLL
LRM
139
2
0
27 Sep 2025
MemOrb: A Plug-and-Play Verbal-Reinforcement Memory Layer for E-Commerce Customer Service
Y. Huang
Yang Liu
Ruiyu Zhao
Xiaolong Zhong
Xingming Yue
Ling Jiang
LLMAG
KELM
109
2
0
23 Sep 2025
R1-Fuzz: Specializing Language Models for Textual Fuzzing via Reinforcement Learning
Jiayi Lin
L. Su
Junzhe Li
Chenxiong Qian
73
0
0
21 Sep 2025
Meta-Policy Reflexion: Reusable Reflective Memory and Rule Admissibility for Resource-Efficient LLM Agent
Chunlong Wu
Ye Luo
Zhibo Qu
Min Wang
117
0
0
04 Sep 2025
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